OP_analysis

Loading, Cleaning, and Tidying the Data

Setting path to Excel files as variables

ko_path <- "data/OP_KO_scotopic_mod1.xlsx"
wt_path <- "data/OP_WT_scotopic_mod1.xlsx"

Creating functions for reading sheets into single df and extracting header names

• Here, every sheet in the workbook is given an “id” (its sheet name) before they are concatenated into one large data frame
• The first sheet is ignored since it does not adhere to the format of the rest
• The first column of every sheet is removed since it contains redundant information
• Ideally, I will not hard code the column range so that this would not break if more columns are added

mk_header utlizes xl_header1 and xl_concat to contruct a preliminary data frame by pulling header titles from two different rows within the excel file

#function for getting header information from continuous cells on the original excel spreadsheet
#from_sheet specifies which sheet to take the headers from in case there is one sheet where the header values are not representative of the rest
xl_header1 <- function(path, header_range, from_sheet) {
    header_names <- read_excel(path = path, range = header_range, sheet = from_sheet)
    names(header_names)
}

#function for dropping sheets from the workbook, setting range, concatenating remaining sheets into single df
xl_concat <- function(path, sheet_rm, range, col_names) {
  path %>% 
    excel_sheets() %>% 
    list.remove(sheet_rm) %>% 
    purrr::set_names() %>% 
    map_df(~ read_excel(path = path, sheet = .x, range = range, col_names = col_names), .id = "sheet")
}

mk_header <- function(xl_path, mouse_range, stat_range, data_range, rm_sheets) {
  
  #gather header names for mice and statistics
  mouse_names <- xl_header1(xl_path, mouse_range, 3)
  stat_names <- xl_header1(xl_path, stat_range, 3)
  final_header <- append(stat_names, mouse_names)
  
  
  #if last element of final header doesnt end in NA, duplicate last element
  #replace any mouse names that begin with "..." with NA
  
  final_header <- final_header %>% 
    str_replace("^\\.+", NA_character_)
  
  last_element <- tail(final_header,1)
  
  if(!is.na(last_element)){
    final_header <- append(final_header,last_element)
  }
  else {
    final_header <- final_header
  }
  
  #replace all NA values with the mouse name that preceeds it. Allows duplication for left and right eyes
  final_header <- final_header %>%
    tibble() %>%
    mutate(zoo::na.locf0(final_header)) %>%
    pull()
  
  xl_concat(xl_path, rm_sheets, data_range, final_header)
}


#building preliminary df
ko_sheets <- mk_header(ko_path,"E1:U1", "B2:D2", "B2:V1822", rm_sheets = c(1,2))

## New names:
## * `` -> ...2
## * `` -> ...4
## * `` -> ...6
## * `` -> ...8
## * `` -> ...10
## * ...

## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...
## New names:
## * `050` -> `050...4`
## * `050` -> `050...5`
## * `056` -> `056...6`
## * `056` -> `056...7`
## * `060` -> `060...8`
## * ...

wt_sheets <- mk_header(wt_path, "E1:R1", "B2:D2", "B2:R1822", rm_sheets = c(1,2))

## New names:
## * `` -> ...2
## * `` -> ...4
## * `` -> ...6
## * `` -> ...8
## * `` -> ...10
## * ...

## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...
## New names:
## * `051` -> `051...4`
## * `051` -> `051...5`
## * `049` -> `049...6`
## * `049` -> `049...7`
## * `061` -> `061...8`
## * ...

Handling multi-header layout and building the data frame

• When imported into a data frame, this data set has 2 headers
  • Header 1: Mouse code names (i.e. 051, 049, 061…)
  • Header 2: Time, Mean, SEM, and mouse eyes (Left vs Right)

one_header combines the two headers of the data set into one while merging “Left” and “Right” names with the appropriate mouse

• use this function to re-write the name of the df used previously (e.g. “ko_sheets”, “wt_sheets”)

one_header <- function(df, xl_path, rm_sheets, data_range) {
  
  #get rid of the "..." in the mouse names
  final_header <- names(df) %>% 
    str_replace("\\..*", "")
  
  #accounts for the addition of the "sheet" column not in the excel file
  final_header <- final_header[-1]
  
  #setting up list for the loop ahead
  row1 <-as.list(df[1,])
  row1 <- row1[-1]
  ncols <- length(row1)
  
  #take the "left" and "right" designations from the second row and append them to the header name in first row
  for (n in 1:ncols){
  if(row1[n] == "Left" | row1[n] == "Right"){
    as.character(final_header, row1)
    final_header[n] <- paste0(final_header[n],sep = "_", row1[n])
    }
  }
  
  xl_concat(xl_path, rm_sheets, data_range, final_header)
}

#contructing final data frames
ko_sheets <- one_header(ko_sheets, ko_path, c(1,2),"B2:V1822")
head(ko_sheets)

wt_sheets <- one_header(wt_sheets, wt_path, c(1,2),"B2:R1822" )
head(wt_sheets)

Tidying the Data

tidy_mouse is a tidying function that performs the following operations:

1. Remove all repeat header rows with no data (inlude the word “time”)
2. Use pivot_longer to gather the data and separate single headers into multiple variables

tidy_mouse <- function(df) {
  
  df <- df %>% 
    filter(!Time == "Time")
  
  headers <- as.list(names(df))
  ncols <- ncol(df)
  start_col <- which(str_detect(headers, "_")) %>% 
  first()

  df <- df %>% 
    pivot_longer(cols = start_col:ncols, names_to = c("mouse", "eye"), values_to = "response", names_sep = "_") %>% 
    mutate(response = as.double(response),
           SEM = as.double(SEM),
           Mean = as.double(Mean),
           Time = as.integer(Time),
           eye = as.factor(eye),
           mouse = as.factor(mouse)
           )
  df
}

ko_sheets <- tidy_mouse(ko_sheets)

## Note: Using an external vector in selections is ambiguous.
## ℹ Use `all_of(start_col)` instead of `start_col` to silence this message.
## ℹ See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.

## Note: Using an external vector in selections is ambiguous.
## ℹ Use `all_of(ncols)` instead of `ncols` to silence this message.
## ℹ See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.

wt_sheets <- tidy_mouse(wt_sheets)

Combining Tidy Data Frames Before Plotting

Using bind_rows to preserve all columns

wt_ko_sheets <- bind_rows("ko_sheets" = ko_sheets, "wt_sheets" = wt_sheets, .id = "df_source")
wt_ko_sheets

Building Function for Finding Local Maxima and Minima

Employing the stat_peak function to detect local extrema. Excludes peaks and valleys that are within 10 peaks of the highest/lowest

• The mouse_grapher function plots the local extrema on the OP data

  • The arguments span and threshold control the thresholding parameters of the extrema detection

mouse_grapher <- function(df, intensity, ms_code, time_window = 500, span = 7, threshold = 0.65, result = "both") {
    
  source_sheet <- NULL
   #identify the source sheet
   if (ms_code %in% ko_sheets$mouse == TRUE) {
     source_sheet <- "KO"
   }
   if (ms_code %in% wt_sheets$mouse){
     source_sheet <- "WT"
   }
  
  #plot the data and show local extrema
   mouse_plot <- df %>% 
    filter(mouse == ms_code , sheet == intensity , Time <= time_window, !is.na(response)) %>% 
    ggplot(aes(x = Time, y = response)) +
    geom_line(aes(color = eye), alpha = 0.7) +
    suppressWarnings(stat_peaks(aes(shape = eye, color = eye),
                                span = span, geom = "point", ignore_threshold = threshold, na.rm = TRUE))+
    suppressWarnings(stat_peaks(aes(color = eye, shape = eye),
               na.rm = TRUE,
               geom = "text", hjust = -0.2, vjust = 0.5, 
               angle = 90, check_overlap = TRUE, response.label.fmt = "i",
               span = span, ignore_threshold = threshold,
               alpha = 0.7))+
    facet_grid(~ eye, scales = "fixed", as.table = TRUE) +
    ggtitle(ms_code, subtitle = source_sheet)+
    theme_bw()+
     theme(plot.title = element_text(size = 15, face = "bold"),
           plot.subtitle = element_text(face = "italic"))
  
  #collect the extrema values in a table   
  OP_max <- layer_data(mouse_plot, i = 2L) %>% 
    select(x, y, shape) %>% 
    mutate(eye = case_when(
      shape == 16 ~ "Left",
      shape == 17 ~ "Right")) %>%
    select(-shape) %>%
    kable(
      caption = paste0("Mouse:", sep = " ", ms_code, "|", sep = " ", "Intensity: ", intensity, "|", sep = " ", "Source: ", source_sheet),
      align = "c") %>%
    row_spec(0, bold = TRUE) %>%
    kable_styling(bootstrap_options = c("striped", "condensed"),
                  full_width = T,
                  fixed_thead = T)

  if(result == "plot") {
  print(mouse_plot)
  }
  if(result == "table"){
  print(OP_max)
  }
  if(result == "both"){
    print(mouse_plot)
    OP_max
  }
}

Implementing mouse_grapher for each mouse and intensity

Loop that iterates through all Sheets and Mice

#These have been modified for loop testing purposes
sheets <- as.character(unique(ko_sheets$sheet))
mice <- as.character(unique(ko_sheets$mouse))
mice <- mice[!(mice %in% c("141", "113", "138"))]


#for loop attempt
for (i in sheets) {
  cat("  \n##", i, "{.tabset}", "  \n")
  for (j in mice) {
    cat("  \n###", "**Mouse: **", j, "  \n")
    mouse_grapher(wt_ko_sheets, intensity = i , ms_code = j , span = 7, threshold = 0.575, time_window = 300, result = "plot")
    cat("\n")
    as.data.frame(mouse_grapher(wt_ko_sheets, intensity = i , ms_code = j , span = 7, threshold = 0.575, time_window = 300, result = "table"))
  }
}

-4.14

Mouse: 050

Mouse: 050| Intensity: -4.14| Source: KO

x	y	eye
-8	1.24090	Left
-5	0.93769	Left
2	0.72840	Left
11	1.18818	Left
19	0.74225	Left
22	0.77808	Left
42	0.79360	Left
45	1.09540	Left
51	0.70456	Left
55	0.71596	Left
58	0.82595	Left
62	0.84566	Left
65	0.72742	Left
72	0.84322	Left
78	0.93558	Left
89	0.85115	Left
92	0.75238	Left
95	1.21664	Left
105	1.42383	Left
108	0.93613	Left
112	1.15605	Left
122	2.53817	Left
134	2.71242	Left
145	2.90210	Left
148	4.11104	Left
159	1.14890	Left
161	3.23271	Left
165	1.58283	Left
175	1.88722	Left
178	1.13469	Left
189	1.93200	Left
192	1.15978	Left
201	1.47764	Left
205	2.22281	Left
208	1.00918	Left
218	1.04208	Left
222	1.53311	Left
224	0.72452	Left
235	0.87503	Left
239	1.44728	Left
242	1.01779	Left
251	0.84159	Left
255	0.96318	Left
262	0.90501	Left
265	0.83069	Left
268	0.76210	Left
275	0.80591	Left
278	1.31225	Left
289	0.74009	Left
292	0.92626	Left
295	1.27285	Left
1	0.56982	Right
11	0.59240	Right
28	0.65983	Right
88	0.96296	Right
95	0.62551	Right
97	1.13759	Right
108	1.54760	Right
121	1.82385	Right
133	2.42247	Right
147	1.77486	Right
161	0.95166	Right
174	0.81856	Right
177	0.70893	Right
188	0.57954	Right
201	0.73861	Right
205	0.71567	Right
214	0.64410	Right
221	0.59125	Right
225	0.66259	Right
237	0.56248	Right
241	0.52801	Right
245	0.67274	Right
249	0.61189	Right
261	1.34024	Right
270	0.62529	Right
286	0.83588	Right
289	0.69621	Right

Mouse: 056

Mouse: 056| Intensity: -4.14| Source: KO

x	y	eye
-2	0.74412	Left
6	0.86474	Left
19	0.89774	Left
25	0.61109	Left
32	0.79786	Left
42	0.55217	Left
45	0.39189	Left
52	0.54301	Left
58	0.43984	Left
69	0.87290	Left
81	0.37701	Left
85	0.76270	Left
91	0.39294	Left
102	1.41235	Left
113	0.52472	Left
126	1.54179	Left
141	0.70765	Left
152	1.13606	Left
169	0.31913	Left
175	0.65776	Left
185	0.77410	Left
196	0.64786	Left
212	0.31161	Left
219	0.50028	Left
229	0.45905	Left
236	0.64882	Left
238	0.59527	Left
246	0.33586	Left
253	0.60360	Left
269	0.50844	Left
279	1.12072	Left
289	0.83260	Left
299	0.57214	Left
-8	0.23016	Right
0	0.26866	Right
15	0.18265	Right
26	0.26035	Right
34	0.32245	Right
55	0.22857	Right
65	0.31771	Right
86	0.51817	Right
96	0.80255	Right
107	1.02188	Right
121	1.12354	Right
133	0.73578	Right
146	0.49664	Right
148	0.50421	Right
160	0.33542	Right
177	0.17717	Right
189	0.19672	Right
206	0.32094	Right
222	0.36449	Right
249	0.21072	Right
272	0.33867	Right
283	0.25023	Right

Mouse: 060

Mouse: 060| Intensity: -4.14| Source: KO

x	y	eye
8	1.03097	Left
13	0.93419	Left
17	0.87888	Left
24	1.09941	Left
41	0.77241	Left
46	1.18018	Left
51	0.70802	Left
62	1.21492	Left
74	1.12476	Left
79	0.89640	Left
84	0.72848	Left
90	1.08791	Left
96	0.81737	Left
101	0.85746	Left
106	0.80887	Left
112	2.47438	Left
124	1.66278	Left
136	1.26088	Left
139	0.96891	Left
151	1.71050	Left
163	1.44973	Left
174	0.80314	Left
189	0.69422	Left
207	0.77940	Left
214	1.06463	Left
224	0.92220	Left
229	1.10075	Left
234	0.71373	Left
247	1.17762	Left
253	0.88933	Left
257	1.20506	Left
267	1.11444	Left
274	1.03156	Left
280	0.96994	Left
291	0.98368	Left
296	0.71724	Left
-8	0.76590	Right
-4	0.29981	Right
-1	0.45236	Right
4	0.70816	Right
9	0.62923	Right
11	0.28158	Right
16	0.71168	Right
22	1.16042	Right
24	0.37848	Right
27	0.40714	Right
32	0.70962	Right
37	0.53347	Right
42	0.58180	Right
44	0.46240	Right
48	0.30149	Right
51	0.20935	Right
55	0.41622	Right
61	0.87081	Right
65	0.88567	Right
70	0.58759	Right
77	1.21053	Right
88	0.50360	Right
92	1.05300	Right
101	0.31490	Right
105	1.23521	Right
111	0.22316	Right
115	0.98927	Right
128	0.57515	Right
132	0.78453	Right
135	0.46464	Right
138	0.35481	Right
143	0.62343	Right
147	0.31017	Right
151	0.18528	Right
154	0.69778	Right
160	0.47550	Right
163	0.32018	Right
167	0.64692	Right
171	0.57777	Right
175	0.96699	Right
182	0.75450	Right
184	0.45096	Right
187	0.72519	Right
193	0.63822	Right
198	0.62708	Right
204	0.75382	Right
209	0.33751	Right
211	0.26431	Right
214	0.78214	Right
216	0.79583	Right
221	0.70907	Right
225	0.59106	Right
232	0.76124	Right
238	0.96769	Right
244	0.50416	Right
250	0.47157	Right
254	0.71585	Right
258	0.33815	Right
261	0.83424	Right
266	0.88818	Right
270	0.60097	Right
274	0.43247	Right
278	0.57954	Right
281	0.64146	Right
287	0.91494	Right
292	0.47473	Right
297	0.42532	Right

Mouse: 068

Mouse: 068| Intensity: -4.14| Source: KO

x	y	eye
-6	3.10710	Left
0	2.15748	Left
3	1.62493	Left
7	1.58400	Left
10	3.38331	Left
17	1.94278	Left
21	1.48043	Left
24	2.47035	Left
27	3.05948	Left
30	1.70154	Left
33	0.93327	Left
36	2.02829	Left
40	2.82826	Left
43	3.00203	Left
47	1.45356	Left
50	0.85828	Left
54	1.65256	Left
57	2.15815	Left
60	0.90843	Left
67	1.73679	Left
70	2.74765	Left
73	2.34227	Left
77	2.31523	Left
84	2.27592	Left
86	2.94059	Left
90	2.19774	Left
93	1.48113	Left
98	1.10108	Left
100	2.05773	Left
107	4.53820	Left
110	4.83212	Left
117	0.99766	Left
120	3.61080	Left
123	1.76257	Left
127	1.60165	Left
130	2.95525	Left
133	1.87961	Left
140	2.20037	Left
143	4.71480	Left
147	1.27036	Left
150	1.29659	Left
153	1.82112	Left
157	2.70707	Left
160	2.72199	Left
163	1.21144	Left
167	2.21317	Left
170	1.71209	Left
173	1.89101	Left
177	2.97054	Left
183	2.06602	Left
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Mouse: 075

Mouse: 075| Intensity: -4.14| Source: KO

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Mouse: 079

Mouse: 079| Intensity: -4.14| Source: KO

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-3.3

Mouse: 050

Mouse: 050| Intensity: -3.3| Source: KO

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Mouse: 056

Mouse: 056| Intensity: -3.3| Source: KO

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Mouse: 060

Mouse: 060| Intensity: -3.3| Source: KO

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Mouse: 068

Mouse: 068| Intensity: -3.3| Source: KO

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Mouse: 075

Mouse: 075| Intensity: -3.3| Source: KO

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Mouse: 079

Mouse: 079| Intensity: -3.3| Source: KO

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-2.99

Mouse: 050

Mouse: 050| Intensity: -2.99| Source: KO

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Mouse: 056

Mouse: 056| Intensity: -2.99| Source: KO

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Mouse: 060

Mouse: 060| Intensity: -2.99| Source: KO

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Mouse: 068

Mouse: 068| Intensity: -2.99| Source: KO

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Mouse: 075

Mouse: 075| Intensity: -2.99| Source: KO

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Mouse: 079

Mouse: 079| Intensity: -2.99| Source: KO

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46	6.99733	Left
49	5.29400	Left
56	10.25674	Left
62	7.28453	Left
67	6.69036	Left
73	8.47112	Left
79	8.71579	Left
83	6.04540	Left
90	15.12527	Left
100	13.05478	Left
106	6.63586	Left
112	11.35669	Left
116	5.34101	Left
123	10.05607	Left
126	4.61848	Left
129	6.72847	Left
134	4.90645	Left
140	11.04629	Left
146	4.80341	Left
150	5.65022	Left
156	8.53740	Left
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166	6.56219	Left
173	8.20804	Left
179	6.83561	Left
184	5.57987	Left
190	9.39669	Left
196	7.00785	Left
199	4.74623	Left
206	9.05348	Left
212	6.60642	Left
216	6.66758	Left
223	10.07907	Left
229	8.21896	Left
233	6.34968	Left
240	8.55345	Left
246	8.91786	Left
249	5.63128	Left
256	9.46997	Left
262	6.83983	Left
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273	8.96685	Left
279	8.78011	Left
283	6.92912	Left
290	10.35471	Left
296	8.52159	Left
-7	0.73741	Right
21	0.74921	Right
42	0.76623	Right
53	1.46186	Right
60	0.98037	Right
70	2.72692	Right
80	2.60248	Right
88	1.76274	Right
99	3.28392	Right
110	2.40109	Right
124	1.63251	Right
137	1.22408	Right
154	0.85800	Right
165	0.84614	Right
214	0.71998	Right
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270	0.97213	Right
280	0.73967	Right
293	0.73578	Right

-2.68

Mouse: 050

Mouse: 050| Intensity: -2.68| Source: KO

x	y	eye
54	3.66350	Left
66	9.91396	Left
76	22.57444	Left
86	31.88381	Left
97	28.57767	Left
110	17.13575	Left
124	7.82215	Left
137	3.34928	Left
49	4.36790	Right
61	3.34748	Right
81	8.89361	Right
93	10.86810	Right
105	6.87692	Right
118	2.89441	Right

Mouse: 056

Mouse: 056| Intensity: -2.68| Source: KO

x	y	eye
62	7.93946	Left
72	19.58319	Left
82	37.67215	Left
93	35.18264	Left
105	20.05901	Left
119	8.69165	Left
132	4.60732	Left
36	0.89321	Right
48	2.34254	Right
56	1.01691	Right
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106	5.28877	Right
119	2.51567	Right
135	1.14195	Right
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Mouse: 060

Mouse: 060| Intensity: -2.68| Source: KO

x	y	eye
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30	3.57145	Left
42	3.58447	Left
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65	18.22153	Left
73	35.11933	Left
83	30.01745	Left
94	20.42614	Left
107	8.52090	Left
118	6.91561	Left
130	5.40094	Left
135	4.50206	Left
141	3.46568	Left
152	3.71693	Left
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168	4.41133	Left
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180	3.13394	Left
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202	3.68772	Left
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263	3.27196	Left
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274	3.72071	Left
285	3.58961	Left
291	3.79908	Left
-6	2.43502	Right
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Mouse: 068

Mouse: 068| Intensity: -2.68| Source: KO

x	y	eye
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60	12.74006	Left
68	29.24558	Left
77	39.76352	Left
88	23.76038	Left
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107	4.99712	Left
114	5.58573	Left
140	6.41456	Left
147	4.92177	Left
157	4.85265	Left
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190	7.07517	Left
207	5.16370	Left
230	4.71136	Left
240	6.45662	Left
257	6.45024	Left
274	4.57887	Left
280	4.47755	Left
290	4.96828	Left
297	4.55720	Left
44	4.86833	Right
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103	5.07563	Right
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Mouse: 075

Mouse: 075| Intensity: -2.68| Source: KO

x	y	eye
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99	33.53798	Left
111	15.95215	Left
124	9.28534	Left
5	1.31210	Right
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Mouse: 079

Mouse: 079| Intensity: -2.68| Source: KO

x	y	eye
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14	4.84926	Left
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31	3.99185	Left
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70	3.42889	Left
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191	3.05738	Left
194	2.15542	Left
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201	0.21300	Left
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218	1.02923	Left
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225	2.64815	Left
227	2.51513	Left
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241	4.66374	Left
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250	1.09295	Left
254	3.81688	Left
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260	2.28127	Left
264	6.51744	Left
267	2.80596	Left
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275	4.62611	Left
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281	5.66070	Left
284	1.28776	Left
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291	3.11156	Left
293	2.43100	Left
298	5.30046	Left
38	0.95255	Right
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152	0.92284	Right
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-2.12

Mouse: 050

Mouse: 050| Intensity: -2.12| Source: KO

x	y	eye
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12	1.59848	Left
18	2.37182	Left
24	1.74205	Left
29	2.14526	Left
35	2.97584	Left
46	8.40923	Left
57	19.64693	Left
67	28.06960	Left
76	28.06506	Left
89	15.47989	Left
101	9.00723	Left
112	1.80441	Left
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146	1.53073	Left
151	2.69470	Left
157	2.04878	Left
162	1.66430	Left
168	2.68176	Left
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251	2.21602	Left
257	1.72201	Left
262	2.43845	Left
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274	1.64157	Left
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285	2.20730	Left
290	1.79194	Left
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44	5.13743	Right
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Mouse: 056

Mouse: 056| Intensity: -2.12| Source: KO

x	y	eye
45	8.02873	Left
56	19.18065	Left
65	31.03889	Left
76	25.95077	Left
87	12.14700	Left
45	4.94363	Right
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64	11.59686	Right
73	10.64237	Right
84	6.39230	Right
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Mouse: 060

Mouse: 060| Intensity: -2.12| Source: KO

x	y	eye
40	12.88681	Left
50	37.09819	Left
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67	52.49015	Left
77	27.51009	Left
88	9.38727	Left
41	8.90999	Right
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59	48.99554	Right
68	63.41384	Right
78	39.14611	Right
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Mouse: 068

Mouse: 068| Intensity: -2.12| Source: KO

x	y	eye
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63	25.55017	Left
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100	3.15497	Left
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107	2.60923	Left
111	3.01597	Left
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133	3.93767	Left
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187	2.98475	Left
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49	9.90197	Right
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Mouse: 075

Mouse: 075| Intensity: -2.12| Source: KO

x	y	eye
26	3.11790	Left
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62	40.01167	Left
72	32.19481	Left
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103	4.15814	Left
105	4.48309	Left
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269	3.16401	Left
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62	10.62344	Right
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Mouse: 079

Mouse: 079| Intensity: -2.12| Source: KO

x	y	eye
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13	4.47309	Left
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43	4.65827	Left
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100	5.41999	Left
103	3.65997	Left
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156	5.54885	Left
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190	6.38222	Left
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230	4.70601	Left
240	5.34153	Left
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260	4.91768	Left
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280	4.62259	Left
283	5.52997	Left
287	3.66437	Left
290	6.10071	Left
296	3.81486	Left
4	0.70167	Right
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145	0.75864	Right
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-1.59

Mouse: 050

Mouse: 050| Intensity: -1.59| Source: KO

x	y	eye
30	2.85929	Left
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71	27.74211	Left
83	14.72025	Left
97	6.98531	Left
37	8.91849	Right
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67	35.08126	Right
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Mouse: 056

Mouse: 056| Intensity: -1.59| Source: KO

x	y	eye
40	19.62917	Left
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96	5.73416	Left
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Mouse: 060

Mouse: 060| Intensity: -1.59| Source: KO

x	y	eye
34	22.26385	Left
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52	92.50030	Right
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Mouse: 068

Mouse: 068| Intensity: -1.59| Source: KO

x	y	eye
33	29.63596	Left
42	72.44137	Left
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69	15.61478	Left
33	17.26787	Right
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Mouse: 075

Mouse: 075| Intensity: -1.59| Source: KO

x	y	eye
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80	17.95998	Left
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220	2.10341	Left
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Mouse: 079

Mouse: 079| Intensity: -1.59| Source: KO

x	y	eye
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72	6.08624	Left
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112	5.05374	Left
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155	5.52063	Left
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184	7.48326	Left
188	5.29015	Left
195	6.18724	Left
201	7.65456	Left
205	6.19207	Left
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288	4.24471	Left
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42	2.64175	Right
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68	1.49337	Right
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-0.06

Mouse: 050

Mouse: 050| Intensity: -0.06| Source: KO

x	y	eye
4	3.10549	Left
21	5.01583	Left
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46	67.89303	Left
57	57.43788	Left
69	29.49486	Left
81	15.68046	Left
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254	2.95780	Left
32	23.81892	Right
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53	77.07165	Right
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75	21.92732	Right

Mouse: 056

Mouse: 056| Intensity: -0.06| Source: KO

x	y	eye
35	46.31407	Left
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56	93.47642	Left
68	50.50518	Left
81	19.78699	Left
33	16.61695	Right
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65	30.18089	Right
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Mouse: 060

Mouse: 060| Intensity: -0.06| Source: KO

x	y	eye
30	46.51581	Left
40	111.99978	Left
49	117.13119	Left
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70	26.04505	Left
30	53.25279	Right
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Mouse: 068

Mouse: 068| Intensity: -0.06| Source: KO

x	y	eye
29	59.57390	Left
38	109.20719	Left
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67	19.69822	Left
29	50.09436	Right
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48	110.17638	Right
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Mouse: 075

Mouse: 075| Intensity: -0.06| Source: KO

x	y	eye
33	73.75935	Left
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47	15.75404	Right
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77	15.19361	Right
87	4.52679	Right
270	7.60630	Right

Mouse: 079

Mouse: 079| Intensity: -0.06| Source: KO

x	y	eye
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45	29.32030	Left
56	20.12316	Left
66	9.16035	Left
69	11.67743	Left
79	9.89216	Left
82	5.28669	Left
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139	5.59521	Left
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156	4.97819	Left
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172	5.76715	Left
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202	5.00602	Left
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34	7.01525	Right
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77	4.13087	Right

0.6

Mouse: 050

Mouse: 050| Intensity: 0.6| Source: KO

x	y	eye
31	49.78273	Left
42	82.66224	Left
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67	29.64896	Left
28	43.79021	Right
38	92.09846	Right
50	87.45111	Right
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Mouse: 056

Mouse: 056| Intensity: 0.6| Source: KO

x	y	eye
31	70.12383	Left
42	118.56385	Left
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66	46.29185	Left
29	30.97650	Right
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Mouse: 060

Mouse: 060| Intensity: 0.6| Source: KO

x	y	eye
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36	147.26641	Left
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69	21.36611	Left
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Mouse: 068

Mouse: 068| Intensity: 0.6| Source: KO

x	y	eye
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Mouse: 075

Mouse: 075| Intensity: 0.6| Source: KO

x	y	eye
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Mouse: 079

Mouse: 079| Intensity: 0.6| Source: KO

x	y	eye
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294	6.67378	Left
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2.22

Mouse: 050

Mouse: 050| Intensity: 2.22| Source: KO

x	y	eye
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68	29.20859	Left
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Mouse: 056

Mouse: 056| Intensity: 2.22| Source: KO

x	y	eye
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Mouse: 060

Mouse: 060| Intensity: 2.22| Source: KO

x	y	eye
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Mouse: 068

Mouse: 068| Intensity: 2.22| Source: KO

x	y	eye
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56	40.69156	Left
23	121.62816	Right
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Mouse: 075

Mouse: 075| Intensity: 2.22| Source: KO

x	y	eye
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Mouse: 079

Mouse: 079| Intensity: 2.22| Source: KO

x	y	eye
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p0.6

Mouse: 050

Mouse: 050| Intensity: p0.6| Source: KO

x	y	eye
31	1.70059	Left
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Mouse: 056

Mouse: 056| Intensity: p0.6| Source: KO

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Mouse: 060

Mouse: 060| Intensity: p0.6| Source: KO

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Mouse: 068

Mouse: 068| Intensity: p0.6| Source: KO

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Mouse: 075

Mouse: 075| Intensity: p0.6| Source: KO

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Mouse: 079

Mouse: 079| Intensity: p0.6| Source: KO

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p1.19

Mouse: 050

Mouse: 050| Intensity: p1.19| Source: KO

x	y	eye
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Mouse: 056

Mouse: 056| Intensity: p1.19| Source: KO

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Mouse: 060

Mouse: 060| Intensity: p1.19| Source: KO

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Mouse: 068

Mouse: 068| Intensity: p1.19| Source: KO

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Mouse: 075

Mouse: 075| Intensity: p1.19| Source: KO

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Mouse: 079

Mouse: 079| Intensity: p1.19| Source: KO

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p1.91

Mouse: 050

Mouse: 050| Intensity: p1.91| Source: KO

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Mouse: 056

Mouse: 056| Intensity: p1.91| Source: KO

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219	5.38360	Right
225	6.02409	Right
260	2.38675	Right
268	3.93322	Right
271	4.25995	Right

Mouse: 060

Mouse: 060| Intensity: p1.91| Source: KO

x	y	eye
17	7.38392	Left
24	5.90034	Left
27	7.70986	Left
72	16.45687	Left
84	16.66430	Left
119	5.18245	Left
127	26.41429	Left
172	18.28877	Left
175	18.22740	Left
179	15.88534	Left
182	16.09750	Left
218	5.44720	Left
227	11.34586	Left
237	6.28275	Left
282	4.00403	Left
12	2.11704	Right
23	6.40638	Right
28	3.45663	Right
31	3.43429	Right
34	3.60785	Right
69	13.46403	Right
79	9.66251	Right
82	8.89970	Right
107	3.50478	Right
110	2.52825	Right
113	0.94570	Right
123	19.03004	Right
155	7.18024	Right
168	17.02793	Right
172	13.98404	Right
210	7.01134	Right
212	7.66776	Right
216	6.58493	Right
221	7.72356	Right
233	1.26991	Right
256	0.82079	Right
267	3.27752	Right
277	4.04170	Right
288	3.25201	Right

Mouse: 068

Mouse: 068| Intensity: p1.91| Source: KO

x	y	eye
11	2.86664	Left
24	13.07086	Left
34	7.64748	Left
70	12.57471	Left
78	16.50502	Left
124	27.44388	Left
158	5.76288	Left
169	27.50577	Left
176	18.34664	Left
214	9.28723	Left
224	15.48139	Left
232	5.17441	Left
267	4.12120	Left
269	3.87861	Left
279	6.16050	Left
290	4.98287	Left
20	5.88713	Right
25	4.57660	Right
28	4.55835	Right
31	3.68366	Right
72	14.20561	Right
78	10.98834	Right
125	21.51551	Right
173	18.27243	Right
218	8.22363	Right
223	7.45111	Right
226	7.30999	Right
271	1.98047	Right
273	1.98457	Right
278	2.51579	Right
284	2.18938	Right
287	1.93942	Right

Mouse: 075

Mouse: 075| Intensity: p1.91| Source: KO

x	y	eye
23	18.17169	Left
30	12.65394	Left
34	14.30352	Left
75	43.93410	Left
88	39.10097	Left
130	66.53711	Left
175	44.28831	Left
177	45.27627	Left
188	11.71826	Left
222	19.00562	Left
225	18.91405	Left
230	18.01131	Left
235	19.11731	Left
-3	2.16389	Right
4	2.17081	Right
11	0.64956	Right
19	4.61480	Right
22	5.28652	Right
27	5.07953	Right
30	4.96570	Right
37	2.53916	Right
43	0.53649	Right
71	10.69241	Right
73	10.79577	Right
76	8.76445	Right
83	10.03757	Right
85	9.98075	Right
88	3.97379	Right
109	2.05307	Right
119	6.32459	Right
124	14.52676	Right
127	15.10966	Right
129	15.74407	Right
160	5.40559	Right
163	8.32886	Right
171	13.34781	Right
176	14.80553	Right
204	0.45800	Right
208	8.65128	Right
211	11.82163	Right
218	11.40833	Right
222	8.24388	Right
224	10.51593	Right
227	5.09781	Right
230	7.87579	Right
235	0.33644	Right
238	1.67657	Right
263	6.52051	Right
271	5.86237	Right
276	5.58675	Right
284	6.73758	Right
291	2.82207	Right
296	2.44594	Right

Mouse: 079

Mouse: 079| Intensity: p1.91| Source: KO

x	y	eye
-8	0.81234	Left
-4	1.48569	Left
4	1.85610	Left
7	1.20335	Left
14	0.55319	Left
17	1.74646	Left
22	0.58118	Left
25	0.57808	Left
28	2.17323	Left
38	1.17589	Left
41	0.97343	Left
50	1.52078	Left
61	0.60489	Left
71	0.69943	Left
74	2.44379	Left
83	3.48433	Left
89	1.28015	Left
92	2.16365	Left
95	3.02066	Left
117	0.58404	Left
128	2.73841	Left
138	4.40597	Left
140	4.44064	Left
149	1.41976	Left
171	0.16531	Left
174	0.74287	Left
177	0.85838	Left
179	0.91368	Left
183	3.47933	Left
186	1.76333	Left
189	1.54802	Left
195	3.95329	Left
202	0.53014	Left
205	1.20882	Left
207	1.24233	Left
228	1.37817	Left
238	2.60250	Left
240	2.65944	Left
243	1.54389	Left
251	3.02548	Left
256	0.16272	Left
259	0.60537	Left
262	1.69835	Left
271	0.37759	Left
274	0.64418	Left
283	1.10425	Left
292	0.58570	Left
295	1.21930	Left
18	1.17250	Right
20	1.59066	Right
23	1.62016	Right
32	1.68296	Right
35	1.53428	Right
37	1.50422	Right
80	4.70150	Right
84	4.64048	Right
89	5.60547	Right
92	5.35586	Right
135	9.08007	Right
181	5.05665	Right
184	5.81056	Right
187	5.76126	Right
189	5.74401	Right
238	3.75887	Right
243	3.80022	Right
246	3.23558	Right
286	1.23104	Right
289	1.63520	Right
292	2.00624	Right
294	1.62114	Right
297	1.55082	Right

p2.22

Mouse: 050

Mouse: 050| Intensity: p2.22| Source: KO

x	y	eye
25	4.00502	Left
31	3.52763	Left
37	3.22380	Left
83	10.27163	Left
92	12.01685	Left
138	18.22544	Left
190	9.31676	Left
239	4.98179	Left
244	5.02419	Left
22	3.07832	Right
29	1.74098	Right
73	8.47724	Right
85	5.55324	Right
109	3.57920	Right
127	14.28879	Right
168	7.84989	Right
173	8.62525	Right
177	8.04797	Right
220	5.22208	Right
223	5.51090	Right
268	2.29476	Right
271	2.93456	Right
275	2.98162	Right
277	2.96247	Right

Mouse: 056

Mouse: 056| Intensity: p2.22| Source: KO

x	y	eye
22	9.77032	Left
28	7.81834	Left
34	7.63216	Left
80	19.65761	Left
88	27.46623	Left
135	40.04886	Left
188	22.25285	Left
235	9.61135	Left
241	12.01911	Left
246	8.15617	Left
288	6.59759	Left
294	8.58378	Left
16	2.35782	Right
22	3.79112	Right
28	4.24742	Right
34	2.06651	Right
71	13.10538	Right
82	10.45551	Right
126	20.20079	Right
168	13.30609	Right
219	7.76323	Right
221	7.75126	Right
262	4.76185	Right
270	6.74230	Right
274	5.86384	Right

Mouse: 060

Mouse: 060| Intensity: p2.22| Source: KO

x	y	eye
22	7.47926	Left
25	5.06464	Left
28	4.01148	Left
32	3.90984	Left
35	3.52968	Left
70	13.77050	Left
73	13.08996	Left
77	12.51793	Left
80	13.67503	Left
87	10.49665	Left
126	27.56124	Left
169	21.55132	Left
174	22.87859	Left
214	8.26058	Left
222	14.77049	Left
232	5.68935	Left
269	5.27460	Left
274	6.43505	Left
278	7.66276	Left
5	1.52288	Right
18	4.74408	Right
23	5.28845	Right
28	4.55143	Right
70	16.66139	Right
77	8.38312	Right
82	11.12347	Right
105	9.54972	Right
123	23.38568	Right
152	3.26136	Right
170	19.83179	Right
205	5.70664	Right
213	10.05333	Right
216	11.34119	Right
218	11.83003	Right
257	2.55640	Right
261	4.91038	Right
264	5.15547	Right
272	6.47209	Right
279	1.52560	Right

Mouse: 068

Mouse: 068| Intensity: p2.22| Source: KO

x	y	eye
18	6.81652	Left
27	9.30512	Left
33	3.02430	Left
37	4.45496	Left
71	19.37197	Left
81	16.24684	Left
124	28.97867	Left
167	28.95576	Left
170	29.60360	Left
215	20.01816	Left
223	7.56660	Left
260	7.66420	Left
263	7.52246	Left
267	6.04617	Left
271	9.08896	Left
19	5.27331	Right
21	5.73810	Right
25	5.26844	Right
69	14.96860	Right
76	12.23921	Right
101	1.96088	Right
121	26.99330	Right
167	25.28453	Right
214	13.47935	Right
260	3.59998	Right
267	6.86248	Right
270	5.89621	Right

Mouse: 075

Mouse: 075| Intensity: p2.22| Source: KO

x	y	eye
22	12.73179	Left
25	14.42995	Left
30	14.31476	Left
74	44.94684	Left
87	39.58389	Left
129	73.02972	Left
174	45.45751	Left
177	44.55130	Left
221	19.89474	Left
226	22.01549	Left
231	25.65400	Left
234	21.27057	Left
276	13.50401	Left
286	13.11386	Left
15	2.72717	Right
18	4.43197	Right
21	5.97665	Right
23	6.74776	Right
26	8.15175	Right
29	4.54337	Right
31	3.96509	Right
39	3.24322	Right
69	10.46639	Right
72	14.36466	Right
77	8.98365	Right
80	8.53670	Right
82	9.81223	Right
84	8.85430	Right
87	7.33384	Right
90	3.47584	Right
108	5.94680	Right
110	2.54501	Right
118	4.54002	Right
123	17.52152	Right
126	20.51701	Right
131	12.76503	Right
157	2.77746	Right
159	7.60255	Right
164	9.04156	Right
169	14.85038	Right
172	18.45269	Right
175	15.80631	Right
177	13.46988	Right
180	9.80061	Right
213	5.96742	Right
216	8.28199	Right
218	8.35619	Right
220	11.21719	Right
223	9.84472	Right
226	12.43512	Right
229	6.98668	Right
233	4.24959	Right
238	2.79333	Right
259	3.05828	Right
267	2.51285	Right
269	5.32002	Right
272	6.06343	Right
274	7.80629	Right
277	7.76682	Right
280	5.53834	Right
282	5.00355	Right
285	4.33010	Right
287	4.30382	Right
290	3.61694	Right

Mouse: 079

Mouse: 079| Intensity: p2.22| Source: KO

x	y	eye
-5	4.67456	Left
1	2.28750	Left
3	1.12474	Left
7	1.79779	Left
13	1.44453	Left
15	1.86168	Left
22	1.76682	Left
25	0.98859	Left
28	2.89366	Left
34	1.22524	Left
37	0.65178	Left
40	1.88121	Left
49	1.75102	Left
55	0.43683	Left
61	0.96189	Left
67	0.87168	Left
73	2.46765	Left
76	1.71720	Left
82	3.91931	Left
85	1.99121	Left
88	2.95879	Left
94	4.27539	Left
101	0.76103	Left
116	1.25479	Left
119	0.21162	Left
121	1.63861	Left
125	0.92105	Left
128	3.63203	Left
131	1.83235	Left
134	5.33241	Left
137	4.84889	Left
140	5.92329	Left
146	1.75758	Left
149	2.54982	Left
173	2.08875	Left
176	1.47728	Left
182	4.69923	Left
185	1.76822	Left
188	3.12109	Left
191	4.40908	Left
194	5.58984	Left
200	2.13040	Left
228	2.92400	Left
234	2.50614	Left
237	2.20432	Left
240	3.61337	Left
243	1.54939	Left
246	2.94642	Left
249	3.90754	Left
252	0.73419	Left
255	1.46326	Left
258	0.69102	Left
261	2.20697	Left
267	0.19988	Left
273	0.62104	Left
282	1.34916	Left
288	1.26935	Left
291	1.25490	Left
294	4.11916	Left
297	0.76088	Left
21	1.58323	Right
24	1.91825	Right
34	1.63958	Right
79	5.18426	Right
83	5.35685	Right
88	5.69860	Right
134	10.40420	Right
177	6.06517	Right
180	7.05674	Right
183	7.24347	Right
233	4.72234	Right
236	4.98981	Right
241	3.66893	Right
282	2.03619	Right
285	2.62280	Right
288	3.06658	Right
293	2.72360	Right

Practice Threshold

mouse_grapher(wt_ko_sheets, intensity = -1.59 , ms_code = "049" , span = 7, threshold = 0.575, time_window = 300, result = "plot")

mouse_grapher(wt_ko_sheets, intensity = -1.59 , ms_code = "049" , span = 7, threshold = 0.59, time_window = 300, result = "table")

## <table class="table table-striped table-condensed" style="margin-left: auto; margin-right: auto;">
## <caption>Mouse: 049| Intensity: -1.59| Source: WT</caption>
##  <thead>
##   <tr>
##    <th style="text-align:center;font-weight: bold;position: sticky; top:0; background-color: #FFFFFF;"> x </th>
##    <th style="text-align:center;font-weight: bold;position: sticky; top:0; background-color: #FFFFFF;"> y </th>
##    <th style="text-align:center;font-weight: bold;position: sticky; top:0; background-color: #FFFFFF;"> eye </th>
##   </tr>
##  </thead>
## <tbody>
##   <tr>
##    <td style="text-align:center;"> 37 </td>
##    <td style="text-align:center;"> 24.35582 </td>
##    <td style="text-align:center;"> Left </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 47 </td>
##    <td style="text-align:center;"> 52.79432 </td>
##    <td style="text-align:center;"> Left </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 55 </td>
##    <td style="text-align:center;"> 57.12852 </td>
##    <td style="text-align:center;"> Left </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 64 </td>
##    <td style="text-align:center;"> 40.12506 </td>
##    <td style="text-align:center;"> Left </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 76 </td>
##    <td style="text-align:center;"> 15.76004 </td>
##    <td style="text-align:center;"> Left </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 35 </td>
##    <td style="text-align:center;"> 6.10514 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 43 </td>
##    <td style="text-align:center;"> 8.59027 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 51 </td>
##    <td style="text-align:center;"> 11.58191 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 58 </td>
##    <td style="text-align:center;"> 7.63463 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 72 </td>
##    <td style="text-align:center;"> 3.26583 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 84 </td>
##    <td style="text-align:center;"> 1.45710 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
##   <tr>
##    <td style="text-align:center;"> 95 </td>
##    <td style="text-align:center;"> 1.42568 </td>
##    <td style="text-align:center;"> Right </td>
##   </tr>
## </tbody>
## </table>